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Longfei Huang

4 accepted papers

2025

Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion

NeurIPS 2025oral

Multimodal learning (MML) is significantly constrained by modality imbalance, leading to suboptimal performance in practice. While existing approaches primarily focus on balancing the learning of different modalities to address this issue, they fundamentally overlook the inherent disproportion in mo…

Cited by 0SourcecodeScholar
2025

SDMatte: Grafting Diffusion Models for Interactive Matting

ICCV 2025poster

Recent interactive matting methods have demonstrated satisfactory performance in capturing the primary regions of objects, but they fall short in extracting fine-grained details in edge regions. Diffusion models trained on billions of image-text pairs, demonstrate exceptional capability in modeling…

2024

Unlocking Versatile Locomotion: A Novel Quadrupedal Robot with 4-DoFs Legs for Roller Skating

ICRA 2024poster

Roller skating with passive wheels on a quadrupedal robot is more efficient than traditional walking. However, the typical mammalian quadruped robot with 3-DoFs legs can only perform one dynamic roller skating gait and has difficulty achieving turning motion. To address this limitation, we designed…

Cited by 0SourceScholar